
% Table generated with cell2latex.m  on  13-Jan-2022 12:28:21

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\centering
\caption{Details of RD Pooled Pop-Up Effects\label{tab:RDpopup-details}}
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  &\multicolumn{1}{c}{(1)} &\multicolumn{1}{c}{(2)} &\multicolumn{1}{c}{ } &\multicolumn{1}{c}{(3)} &\multicolumn{1}{c}{(4)} &\multicolumn{1}{c}{(5)}\\
  &\multicolumn{1}{c}{Estimate} &\multicolumn{1}{c}{Bias-corrected C.I.} &\multicolumn{1}{c}{ }&\multicolumn{2}{c}{Estimates} &\multicolumn{1}{c}{\%}\\\cline{5-6}
  &\multicolumn{1}{c}{} &\multicolumn{1}{c}{} &\multicolumn{1}{c}{ } &\multicolumn{1}{c}{Left} &\multicolumn{1}{c}{Right} &\multicolumn{1}{c}{change}\\\midrule

\\
\multicolumn{7}{l}{\textit{A. Balance}} \\
Economically Vulnerable  & -0.004 & $[$-0.066 -0.009$]$ &   & 0.431 & 0.427 & -1.0\% \\ 
  & (0.010) &  &   & (0.007) & (0.007) &  \\ 
Rural  & -0.007 & $[$-0.021 -0.006$]$ &   & 0.026 & 0.019 & -28.1\% \\ 
  & (0.003) &  &   & (0.002) & (0.002) &  \\ 
\\
\multicolumn{7}{l}{\textit{B. Choice Behavior}} \\
Any modification  & 0.214 & $[$0.195 0.252$]$ &   & 0.234 & 0.447 & 91.3\% \\ 
  & (0.010) &  &   & (0.006) & (0.008) &  \\ 
Add any  & 0.216 & $[$0.192 0.247$]$ &   & 0.199 & 0.416 & 108.4\% \\ 
  & (0.010) &  &   & (0.006) & (0.007) &  \\ 
Schools Added  & 0.340 & $[$0.246 0.393$]$ &   & 0.357 & 0.697 & 95.3\% \\ 
  & (0.026) &  &   & (0.017) & (0.019) &  \\ 
$\Delta$ Risk  & -0.033 & $[$-0.041 -0.023$]$ &   & -0.029 & -0.062 & 117.0\% \\ 
  & (0.003) &  &   & (0.002) & (0.002) &  \\ 
Add as first  & -0.003 & $[$-0.010 0.005$]$ &   & 0.017 & 0.014 & -14.9\% \\ 
  & (0.003) &  &   & (0.002) & (0.002) &  \\ 
Add to middle  & 0.017 & $[$0.007 0.029$]$ &   & 0.027 & 0.044 & 63.3\% \\ 
  & (0.004) &  &   & (0.002) & (0.003) &  \\ 
Add as last  & 0.205 & $[$0.178 0.232$]$ &   & 0.169 & 0.374 & 121.3\% \\ 
  & (0.009) &  &   & (0.006) & (0.007) &  \\ 
Drop any  & -0.001 & $[$-0.010 0.013$]$ &   & 0.041 & 0.041 & -1.6\% \\ 
  & (0.004) &  &   & (0.003) & (0.003) &  \\ 
Re-order  & 0.014 & $[$0.013 0.040$]$ &   & 0.045 & 0.059 & 31.3\% \\ 
  & (0.005) &  &   & (0.003) & (0.004) &  \\ 
\\
\multicolumn{7}{l}{\textit{C. Choice outcome}} \\
Placed to preference  & 0.038 & $[$0.014 0.065$]$ &   & 0.753 & 0.791 & 5.1\% \\ 
  & (0.009) &  &   & (0.006) & (0.006) &  \\ 
Enrolled in placed  & 0.024 & $[$-0.013 0.047$]$ &   & 0.570 & 0.595 & 4.3\% \\ 
  & (0.010) &  &   & (0.007) & (0.007) &  \\ 
Enrolled in placed$|$placed  & -0.006 & $[$-0.047 0.014$]$ &   & 0.758 & 0.752 & -0.8\% \\ 
  & (0.011) &  &   & (0.007) & (0.007) &  \\ 
\\
\multicolumn{7}{l}{\textit{D. Congestion-related outcomes}} \\
Add any undersubscribed  & 0.073 & $[$0.054 0.092$]$ &   & 0.078 & 0.151 & 94.5\% \\ 
  & (0.007) &  &   & (0.004) & (0.005) &  \\ 
$\Delta$ prob. placed to undersubscribed  & 0.019 & $[$0.010 0.028$]$ &   & 0.021 & 0.040 & 90.4\% \\ 
  & (0.003) &  &   & (0.002) & (0.002) &  \\ 
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\floatfoot{\footnotesize
\textit{Notes. }Local linear RD estimates of pop-up effects from warning pop-up on application platform. Computed using triangular kernel with bandwidth 0.1. Heteroskedasticity-robust nearest neighbor variance estimator with minimum of 3 neighbors reported in parentheses; computed as in \citet{calonico2014robust}. We report estimate in the pooled sample and splitting by year. Panel A: predetermined covariates. Panel B: measures of choice behavior from initial to final application. $\Delta$ risk is change in application risk from first to final attempt. ``Add to X'' are additions of schools in given place on list, relative to initial application submission. Panel C: measures outcomes of choice process. ``Enrolled in placed'' is equal to one for students who receive a placement and enroll in the placed school. ``Enrolled in placed $|$ placed'' is the enrollment rate in the placed school, conditional on receiving a placement. Panel D: congestion attributes of behavior and placement outcomes. ``Undersubscribed' schools are those with excess capacity. 
}
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